A repository for hands-on pytjon, ai and machine learning projects:
- Multimodal Facial Emotion Recognition Using Deep Learning Models
- Machine Learning & Vision Workbook
- A Comparative Analysis of Simulated Annealing and Genetic Algorithm
- Insurance & Music Data Analysis via Machine Learning Models
Each notebook is designed to be:
- Reproducible
- Educational
- Scalable
- Linear Algebra
- Probability & Statistics
- Integral Calculus
-
Web Development
- Flask Framework
- Jinja (Template Engine)
-
ML/AI Topics
- Hugging Face (Vision Transformers)
- Machine Learning Algorithms
- Deep Learning Algorithms/Architectures (CNNs, Transformers, RNNs .etc)
- Natural Language Processing
- Computer Vision
- Supervised Learning (Regression, Classification)
- Efficient Data Pipelines
- Performance Benchmarking & Optimisation with CUDA (CPU vs GPU)
- Exploratory Data Analysis (EDA)
DevOps Practices
- Git, GitHub
- Configuration Management
- JSON
- JSONPath
- HuggingFace Spaces